{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "still-consistency",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from dip import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = datasets.make_moons(1000, noise=0.15)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "blessed-pizza",
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
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    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.scatter(X[:, 0], X[:, 1], c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_predictions(m, axes):\n",
    "    p=100\n",
    "    x0s = np.linspace(axes[0], axes[1], p)\n",
    "    x1s = np.linspace(axes[2], axes[3], p)\n",
    "    x0, x1 = np.meshgrid(x0s, x1s)\n",
    "    X = np.c_[x0.ravel(), x1.ravel()]\n",
    "    y_pred = m.predict(X).argmax(-1).reshape(p,p)\n",
    "    plt.contourf(x0, x1, y_pred, cmap=plt.cm.brg, alpha=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "virtual-listing",
   "metadata": {},
   "outputs": [],
   "source": [
    "class NN(Model):\n",
    "    def __init__(self):\n",
    "        self.W1 = Tensor.uniform(2, 64)\n",
    "        self.b1 = Tensor.uniform(1, 64)\n",
    "        self.W2 = Tensor.uniform(64, 2)\n",
    "        self.b2 = Tensor.uniform(1, 2)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = (x@self.W1+self.b1).relu().dropout()\n",
    "        return (x@self.W2+self.b2).logsoftmax()\n",
    "\n",
    "    def load(self, fn='vars_dense.json'):\n",
    "        with open(fn, 'r') as f:\n",
    "            params = json.load(f)\n",
    "        W1, b1 = params['fc1']\n",
    "        self.W1 = Tensor(np.array(W1))\n",
    "        self.b1 = Tensor(np.array(b1).reshape(1, -1))\n",
    "        W2, b2 = params['fc2']\n",
    "        self.W2 = Tensor(np.array(W2))\n",
    "        self.b2 = Tensor(np.array(b2).reshape(1, -1))\n",
    "    \n",
    "    def save(self, fn='vars_dense.json'):\n",
    "        params={}\n",
    "        params['fc1']=(self.W1.data.tolist(),self.b1.data.tolist())\n",
    "        params['fc2']=(self.W2.data.tolist(),self.b2.data.tolist())\n",
    "        with open(fn, 'w') as f:\n",
    "            json.dump(params, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "broad-reward",
   "metadata": {},
   "outputs": [],
   "source": [
    "m = NN()\n",
    "m.load()\n",
    "opt = SGD(m.get_params(), lr=0.001)\n",
    "def lossfn(o, y): return (-o*Tensor(np.eye(2)[y])).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "loss 0.03537 accuracy 96.87500: 100%|██████████| 1000/1000 [00:35<00:00, 28.41it/s]\n"
     ]
    }
   ],
   "source": [
    "loss,acc=m.train(X_train,y_train,opt,1000,64,lossfn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "100%|██████████| 40/40 [00:00<00:00, 1250.25it/s]\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.scatter(X[:, 0], X[:, 1], c=y)\n",
    "plot_predictions(m,[-1.5, 2.5, -1, 1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "100%|██████████| 1/1 [00:00<00:00, 1260.31it/s]\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "0.995"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "m.evaluate(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# m.save()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}